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Achievement: Pair ExtraordinaireAchievement: Pull Shark

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Shy4n7/README.md

Shyan Paul

AI/ML Engineer · Uncertainty Quantification · Computer Vision · Astrophysics Applications

Building ML systems that know what they don't know.

Featured Work

QViT-Exo — Published Research Quantum-enhanced Vision Transformer for exoplanet transit classification. Combines QONN attention mechanisms with conformal prediction for uncertainty-aware inference on NASA light curves.

GalaxyMorphologyClassifier PyTorch ensemble (ConvNeXt + ResNeXt + DenseNet) achieving 87.97% accuracy on Galaxy10 DECaLS. Full-stack deployment: FastAPI backend, React dashboard, Docker, Grad-CAM explainability.

KnownUnknowns Production ML system with conformal prediction for uncertainty-aware house price estimation. CI/CD pipeline with automated testing.

Open Source

Contributed to pytorch/examples — PR merged, preserving explicit ImageNet resume learning rate behavior.

Stack

ML/DL        PyTorch · scikit-learn · TensorFlow · HuggingFace · PennyLane · Qiskit
Vision       OpenCV · MediaPipe · Grad-CAM
Backend      FastAPI · Flask · MongoDB · SQLite
Infra        Docker · CI/CD · Git
Astrophysics Astropy · SciPy · NASA datasets

Background

B.Sc. Artificial Intelligence & Machine Learning — Rathinam College, Coimbatore (2027) IBM Certified: Quantum ML · ML with Python · Python for Data Science Hands-on IBM Quantum hardware via Qiskit and PennyLane

LinkedIn ORCID Gmail

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  1. QViT-Exo QViT-Exo Public

    Quantum-enhanced Vision Transformer for uncertainty-aware exoplanet transit classification using QONN attention and conformal prediction.

    Python 1

  2. GalaxyMorphologyClassifier GalaxyMorphologyClassifier Public

    Galaxy morphology classifier — 87.97% accuracy on Galaxy10 DECaLS. PyTorch ensemble (ConvNeXt, ResNeXt, DenseNet) + FastAPI + React dashboard.

    Python 1

  3. CalQuest CalQuest Public

    Interactive calculus learning app with gamification and Plotly.js visualizations. Built with React and Vite.

    JavaScript 1

  4. Qlimate Qlimate Public

    Classical vs Quantum ML on 30 years of NASA climate data

    Python 1

  5. KnownUnknowns KnownUnknowns Public

    Conformal prediction demo for uncertainty-aware house price estimates

    Python 1

  6. ML-Based-Resume-Evaluator ML-Based-Resume-Evaluator Public

    NLP-based resume ranking system using TF-IDF, cosine similarity and spaCy. Flask web interface.

    Python 1